{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib\n",
    "\n",
    "matplotlib.rcParams[\"svg.fonttype\"] = \"none\"\n",
    "\n",
    "# 数据\n",
    "data = [\n",
    "    [58.04255319, 32.38297872, 30.39361702],\n",
    "    [49.26415094, 25.1509434, 23.35849057],\n",
    "    [54.67088608, 29.86075949, 27.02531646],\n",
    "    [59.27956989, 34.39784946, 30.72043011],\n",
    "    [50.67164179, 28.89552239, 24.31343284],\n",
    "    [51.60273973, 31.10958904, 25.57534247],\n",
    "    [58.2173913, 37.14130435, 30.89130435],\n",
    "    [60.40697674, 39.52325581, 31.74418605],\n",
    "    [55.54347826, 37.82608696, 28.0326087],\n",
    "    [56.05376344, 40.98924731, 30.37634409],\n",
    "    [54.92708333, 39.03125, 29.86458333],\n",
    "    [59.68085106, 46.10638298, 33.53191489],\n",
    "    [56.81914894, 43.10638298, 29.86170213],\n",
    "    [55.89010989, 42.64835165, 29.0989011],\n",
    "    [57.92553191, 46.40425532, 30.64893617],\n",
    "    [57.11956522, 47.4673913, 32.39130435],\n",
    "    [58.17204301, 48.27956989, 31.65591398],\n",
    "    [57.55434783, 47.77173913, 30.42391304],\n",
    "    [57.03370787, 47.6741573, 29.3258427],\n",
    "    [57.18478261, 49.18478261, 30.76086957],\n",
    "    [59.21276596, 50.95744681, 31.63829787],\n",
    "    [59.16304348, 51.84782609, 32.31521739],\n",
    "    [59.05263158, 51.41052632, 29.97894737],\n",
    "    [64.37209302, 55.1627907, 34.46511628],\n",
    "    [60.48351648, 54.26373626, 32.76923077],\n",
    "    [59, 52.04301075, 29.80645161],\n",
    "    [57.11578947, 51.57894737, 30.18947368],\n",
    "    [57.4137931, 52.6091954, 30.66666667],\n",
    "    [55.6, 50.77647059, 28.82352941],\n",
    "    [55.24418605, 53.26744186, 29.54651163],\n",
    "    [54.70526316, 52.52631579, 28.92631579],\n",
    "    [60.5326087, 54.98913043, 31.45652174],\n",
    "    [55.29032258, 53.91397849, 30.02150538],\n",
    "    [55.62765957, 53.86170213, 29.17021277],\n",
    "    [63.08045977, 58.09195402, 32.22988506],\n",
    "    [61.71428571, 51.98901099, 30.02197802],\n",
    "    [58.09782609, 57.73913043, 31.58695652],\n",
    "]\n",
    "\n",
    "threshold = [i for i in range(1, 38)]\n",
    "\n",
    "\n",
    "# 提取参数的列\n",
    "with_noise = [item[0] for item in data]\n",
    "no_noise_threshold = [item[1] for item in data]\n",
    "no_noise = [item[2] for item in data]\n",
    "\n",
    "\n",
    "# 可视化\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(threshold, no_noise, label=\"RPSP-HN\", marker=\"s\")\n",
    "plt.plot(threshold, no_noise_threshold, label=\"RPSP-HN-T\", marker=\"^\")\n",
    "plt.plot(threshold, with_noise, label=\"RPSP-HN-O\", marker=\"o\")\n",
    "\n",
    "plt.xlabel(\"Noise Threshold\")\n",
    "plt.ylabel(\"Used Time Slots\")\n",
    "plt.title(\"node_num=60, alpha=0.2\")\n",
    "plt.legend()\n",
    "plt.grid(True)\n",
    "plt.savefig(\"var_threshold.svg\", format=\"svg\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "np.float64(44.480673460810806)"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.mean(data)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
